{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:29.428174Z",
     "start_time": "2019-05-24T00:34:26.113352Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Raleway'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Lato'] not found. Falling back to DejaVu Sans.\n"
     ]
    }
   ],
   "source": [
    "# load modules\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pickle\n",
    "\n",
    "# Plotting imports\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import palantir\n",
    "import scanpy.api as sc\n",
    "sc.settings.verbosity = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:29.433840Z",
     "start_time": "2019-05-24T00:34:29.430755Z"
    }
   },
   "outputs": [],
   "source": [
    "import random\n",
    "random.seed(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:29.440801Z",
     "start_time": "2019-05-24T00:34:29.436253Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anndata objects with all the data and metadata are publically avaiable at: https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep[1-3].h5ad. This notebook use replicate 1 (https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep1.h5ad) for illustration. \n",
    "\n",
    "Description of the anndata object is available at https://s3.amazonaws.com/dp-lab-data-public/palantir/readme"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:30.563039Z",
     "start_time": "2019-05-24T00:34:29.443017Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Load the AnnData object\n",
    "ad = sc.read('annadata/human_cd34_bm_rep1.h5ad')\n",
    "colors = pd.Series(ad.uns['cluster_colors'])\n",
    "ct_colors = pd.Series(ad.uns['ct_colors'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FateID"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Note:</b> We had used an older version of RaceID/FateID in the manuscript and had not used the recommened parameters. The results with the recommended set of parameters are shown below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We export data and use the FateID R Script to compute the results. The exporting code is shown below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-14T15:40:30.806410Z",
     "start_time": "2018-10-14T15:40:30.793806Z"
    }
   },
   "source": [
    "```\n",
    "# Export data \n",
    "fateid_dir = 'fateid/'\n",
    "os.makedirs(fateid_dir, exist_ok=True)\n",
    "\n",
    "# Genes\n",
    "counts = pd.DataFrame(ad.raw.X.todense(), index=ad.obs_names, columns=ad.var_names)\n",
    "pd.DataFrame(counts.T).to_csv(f'{fateid_dir}/counts.csv')\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FateID was run with the following R code script"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "require(RaceID)\n",
    "require(FateID)\n",
    "\n",
    "# load data\n",
    "data <- read.csv(\"fateid/counts.csv\",sep=\",\",header=TRUE)\n",
    "rownames(data) <- data[,1]\n",
    "data <- data[,-1]\n",
    "data <- t(data)\n",
    "\n",
    "# RaceID clustering\n",
    "sc <- SCseq(data)\n",
    "sc <- filterdata(sc, mintotal=10)\n",
    "sc <- compdist(sc,metric=\"logpearson\")\n",
    "sc <- clustexp(sc,samp=1000)\n",
    "sc <- findoutliers(sc)\n",
    "sc <- comptsne(sc)\n",
    "\n",
    "\n",
    "# Fate Bias\n",
    "markers <- list(Erythrocytes = \"HBB\", Megakaryocytes = \"PF4\",  DC = \"IRF8\", Bcell = \"EBF1\", Monocytes = \"LYZ\")\n",
    "\n",
    "x    <- getfdata(sc)[sc@cluster$features,]\n",
    "z    <- sc@distances \n",
    "pa  <- getPart(x,markers,n=50)\n",
    "y   <- pa$part\n",
    "tar <- pa$tar\n",
    "\n",
    "fb  <- fateBias(x,y,tar,z=z,minnr=20,minnrh=20,seed=123)\n",
    "\n",
    "\n",
    "# Export results\n",
    "out_dir = 'fateid/'\n",
    "write.csv(sc@tsne, sprintf(\"%s/tsne.csv\", out_dir))\n",
    "write.csv(fb$probs, sprintf(\"%s/probs.csv\", out_dir))\n",
    "write.csv(sc@cluster$kpart, sprintf(\"%s/clusters.csv\", out_dir))\n",
    "for (i in 1:length(markers)){\n",
    "    order = fb$tr[sprintf(\"t%d\", i+1)]\n",
    "    write.csv(order, sprintf(\"%s/%s_order.csv\", out_dir, names(markers)[i]))\n",
    "}\n",
    "\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results from the above run is available at ```results/fateid```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:30.592710Z",
     "start_time": "2019-05-24T00:34:30.565120Z"
    }
   },
   "outputs": [],
   "source": [
    "# Load results\n",
    "res_dir = 'results/fateid/'\n",
    "\n",
    "fateid_probs = pd.read_csv(res_dir + 'probs.csv', index_col=0)\n",
    "fateid_probs.columns = [ 'Ery', 'Mega', 'DC', 'CLP', 'Mono']\n",
    "\n",
    "tsne = pd.read_csv(res_dir + 'tsne.csv', index_col=0)\n",
    "tsne.columns = ['x', 'y']\n",
    "tsne.index = fateid_probs.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RaceID clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:31.130429Z",
     "start_time": "2019-05-24T00:34:30.595022Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[5, 5])\n",
    "plt.scatter(tsne['x'], tsne['y'],\n",
    "           s=3, color=colors[ad.obs['clusters']])\n",
    "ax = plt.gca()\n",
    "ax.set_axis_off()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fate Biases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:33.024255Z",
     "start_time": "2019-05-24T00:34:31.132690Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = palantir.plot.FigureGrid(fateid_probs.shape[1], fateid_probs.shape[1])\n",
    "\n",
    "for br, ax in zip(fateid_probs.columns, fig):\n",
    "    ax.scatter(tsne.loc[:, 'x'], tsne.loc[:, 'y'], s=3,\n",
    "              c=fateid_probs.loc[tsne.index, br], vmin=0, vmax=1,\n",
    "              cmap=matplotlib.cm.plasma)\n",
    "    ax.set_axis_off()\n",
    "    ax.set_title(br)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pseudo-time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:33.053523Z",
     "start_time": "2019-05-24T00:34:33.026802Z"
    }
   },
   "outputs": [],
   "source": [
    "from collections import OrderedDict\n",
    "ct_order = OrderedDict()\n",
    "for ct in fateid_probs.columns:\n",
    "    order = pd.read_csv(res_dir + ct+ '_order.csv', index_col=0).iloc[:, 0]\n",
    "    order = pd.Series(order.index[::-1], index=order)\n",
    "    ct_order[ct] = order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:33.950615Z",
     "start_time": "2019-05-24T00:34:33.055803Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = palantir.plot.FigureGrid(fateid_probs.shape[1], fateid_probs.shape[1])\n",
    "\n",
    "for br, ax in zip(ct_order.keys(), fig):\n",
    "    order = ct_order[br]\n",
    "    ax.scatter(tsne.loc[:, 'x'], tsne.loc[:, 'y'], s=3, color='lightgrey')\n",
    "    ax.scatter(tsne.loc[order.index, 'x'], tsne.loc[order.index, 'y'],\n",
    "               s=5, c=order, cmap=matplotlib.cm.plasma)\n",
    "    ax.set_axis_off()\n",
    "    ax.set_title(br)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:33.956538Z",
     "start_time": "2019-05-24T00:34:33.952936Z"
    }
   },
   "outputs": [],
   "source": [
    "imputed_data = pd.DataFrame(ad.obsm['MAGIC_imputed_data'],\n",
    "                           index=ad.obs_names, columns=ad.var_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:33.962048Z",
     "start_time": "2019-05-24T00:34:33.959191Z"
    }
   },
   "outputs": [],
   "source": [
    "from matplotlib.ticker import FormatStrFormatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:34:35.950112Z",
     "start_time": "2019-05-24T00:34:33.964578Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genes = ['MPO', 'CD79B', 'GATA1', 'CSF1R', 'CSF1R', 'ITGA2B']\n",
    "labels = ['MPO', 'CD79B', 'GATA1', 'CSF1R', 'CSF1R', 'CD41']\n",
    "\n",
    "gene_lineages = ['Mono', 'CLP', 'Ery', 'DC', 'DC', 'Mega']\n",
    "gene_branches = ['Mono', 'CLP', 'Ery', 'pDC', 'cDC', 'Mega']\n",
    "\n",
    "fig = plt.figure(figsize=[5*3, 2 * 2])\n",
    "i = 1\n",
    "\n",
    "for gene, label, l, branch in zip(genes, labels, gene_lineages, gene_branches):\n",
    "    ax = fig.add_subplot(2, 3, i); i = i + 1\n",
    "    \n",
    "    # FateId\n",
    "    res = palantir.presults._gam_fit_predict(ct_order[l].values, \n",
    "                                   imputed_data.loc[ct_order[l].index, gene], None)\n",
    "\n",
    "    order = ct_order[l].index\n",
    "    bins = ct_order[l]\n",
    "    bins = (bins - bins.min()) / (bins.max() - bins.min())\n",
    "    t = res[0]\n",
    "    stds = res[1]\n",
    "\n",
    "    # Plot\n",
    "    ax.plot(bins, t)#, color=lin_colors[l])\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    ax.fill_between(bins, (t - stds),\n",
    "            (t + stds), alpha=0.1)#, color=lin_colors[l])\n",
    "    ax.set_title(f'{label}: {branch}')\n",
    "\n",
    "    \n",
    "    if i < 5 :\n",
    "        ax.set_xticklabels([])\n",
    "    else:\n",
    "        ax.set_xlabel('Pseudo-time ordering', fontsize=10)\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    plt.xticks(fontsize=8)\n",
    "    plt.yticks(fontsize=8)\n",
    "    \n",
    "sns.despine()\n"
   ]
  }
 ],
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
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   "nbconvert_exporter": "python",
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   "title_cell": "Table of Contents",
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    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
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